{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.fft import fft2, fftshift\n",
    "\n",
    "# 读取图像\n",
    "image = cv2.imread('../../data/UHD-LL/training_set/gt/1812_UHD_LL.JPG', cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "# 进行二维傅里叶变换\n",
    "f_transform = fft2(image)\n",
    "\n",
    "# 不移动低频分量的幅度谱\n",
    "magnitude_spectrum_direct = np.log(np.abs(f_transform) + 1)\n",
    "\n",
    "# 移动低频分量到图像中心\n",
    "f_transform_shifted = fftshift(f_transform)\n",
    "magnitude_spectrum_shifted = np.log(np.abs(f_transform_shifted) + 1)\n",
    "\n",
    "# 绘制原始图像、不移动低频分量的幅度谱和移动低频分量的幅度谱\n",
    "plt.figure(figsize=(15, 5))\n",
    "\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.imshow(image, cmap='gray')\n",
    "plt.title('Original Image')\n",
    "plt.axis('off')\n",
    "\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.imshow(magnitude_spectrum_direct, cmap='gray')\n",
    "plt.title('Magnitude Spectrum (Without Shifting)')\n",
    "plt.axis('off')\n",
    "\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.imshow(magnitude_spectrum_shifted, cmap='gray')\n",
    "plt.title('Magnitude Spectrum (With Shifting)')\n",
    "plt.axis('off')\n",
    "\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "uhdfour",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
